AI exposure: Forest and Conservation Technicians
Provide technical assistance regarding the conservation of soil, water, forests, or related natural resources. May compile data pertaining to size, content, condition, and other characteristics of forest tracts under the direction of foresters, or train and lead forest workers in forest propagation and fire prevention and suppression. May assist conservation scientists in managing, improving, and protecting rangelands and wildlife habitats.
Reading this score
computedAt 22.5% of weighted task load, Forest and Conservation Technicians sits at the 42th percentile, below the point where a job's centre of gravity has moved. 57.4% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is verification cost. Across this occupation's 20 tasks it averages 1.85 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Issue fire permits, timber permits, and other forest use licenses, at 66.7%. The least is Perform reforestation or forest renewal, at 0.0%. A gap of 66.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within life, physical and social science occupations, this one is less exposed than the median of 36.3% across the group's 60 roles, with 49 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 20 tasks, 7 are currently banded exposed, 5 assisted and 8 untouched. For that distribution to shift materially would take cheaper ways to verify output, since the cost of checking is currently doing more to hold this work in place than the cost of producing it. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.84 | 0-4 |
| Embodiment | 1.40 | 0-3 |
| Presence | 1.07 | 0-3 |
| Accountability | 1.16 | 0-3 |
| Context | 1.79 | 0-3 |
| Verification cost | 1.85 | 0-3 |
Task by task
20 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Issue fire permits, timber permits, and other forest use licenses. | 66.7% | 33.3% | 0.0% | 3.28 | exposed |
| Select and mark trees for thinning or logging, drawing detailed plans that include access roads. | 50.0% | 25.0% | 25.0% | 3.68 | exposed |
| Develop and maintain computer databases. | 50.0% | 25.0% | 25.0% | 3.42 | exposed |
| Keep records of the amount and condition of logs taken to mills. | 45.0% | 30.0% | 25.0% | 3.86 | exposed |
| Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public. | 45.0% | 30.0% | 25.0% | 3.07 | exposed |
| Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research. | 45.0% | 30.0% | 25.0% | 2.88 | exposed |
| Map forest tract data using digital mapping systems. | 26.7% | 23.3% | 50.0% | 3.27 | exposed |
| Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs. | 23.3% | 26.7% | 50.0% | 3.83 | assisted |
| Monitor activities of logging companies and contractors. | 23.3% | 26.7% | 50.0% | 3.82 | assisted |
| Plan and supervise construction of access routes and forest roads. | 23.3% | 26.7% | 50.0% | 3.69 | assisted |
| Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs. | 23.3% | 26.7% | 50.0% | 3.62 | assisted |
| Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections. | 18.8% | 18.8% | 62.5% | 3.09 | untouched |
| Measure distances, clean sightlines, and record data to help survey crews. | 17.5% | 20.0% | 62.5% | 3.31 | untouched |
| Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils. | 14.8% | 18.5% | 66.7% | 2.88 | untouched |
| Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention. | 13.3% | 36.7% | 50.0% | 3.47 | assisted |
| Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities. | 10.0% | 15.0% | 75.0% | 3.69 | untouched |
| Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage. | 5.0% | 7.5% | 87.5% | 3.32 | untouched |
| Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks. | 0.0% | 0.0% | 100.0% | 3.86 | untouched |
| Patrol park or forest areas to protect resources and prevent damage. | 0.0% | 0.0% | 100.0% | 3.47 | untouched |
| Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement. | 0.0% | 0.0% | 100.0% | 3.71 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.